1.Harnessing Machine Learning for Personalized Care of Patients With Idiopathic Sudden Sensorineural Hearing Loss: A Multicenter Cohort Study
Yen-Ting GUO ; Ching-Ting TAN ; Chen-Chi WU ; Chun-Ying WANG ; Chein-Yu HUANG ; Tzu-Hsiang YANG ; Ting-Yi LEE ; Ting-Hua YANG ; Tien-Chen LIU ; Pey-Yu CHEN ; Pei-Hsuan LIN
Clinical and Experimental Otorhinolaryngology 2026;19(2):194-204
Objectives:
. Idiopathic sudden sensorineural hearing loss (ISSNHL) is a significant cause of hearing loss. Intratympanic steroid injection (ITSI) is commonly used as an initial or salvage treatment; however, the lack of a standardized treatment protocol has resulted in variability in clinical practice. In addition, no efficient prediction model currently exists to support personalized management. Therefore, this study aimed to develop tailored management strategies for ISSNHL using a machine-learning model.
Methods:
. This retrospective multicenter cohort study was conducted between January 2015 and December 2020, with data analysis performed between January 2021 and March 2024. Patients were selected based on the International Classification of Diseases, 10th Revision criteria for ISSNHL, along with relevant medication and procedure codes. Patients with pure-tone audiogram results not meeting ISSNHL criteria, better initial hearing in the affected ear, an identifiable etiology, no post-treatment audiogram, or delayed treatment (>6 weeks) were excluded. We included 770 patients diagnosed with ISSNHL who received ITSI. The primary outcome was the area under the receiver operating characteristic curve for prediction performance. Recovery status was determined using the last pure-tone audiogram. Modeling was conducted on the Quanta for Medical Care AI platform using five machine-learning algorithms and a nested cross-validation framework, in which feature selection and hyperparameter tuning were performed in the inner folds and model performance was evaluated in the outer folds.
Results:
. A random forest classifier outperformed the other models in predicting hearing outcomes, achieving an area under the receiver operating characteristic curve of 0.788. Time to ITSI was the most influential treatment-related factor, with ITSI administered within 10 days of hearing loss being associated with better outcomes. This model can be used to provide personalized prognostic estimates under different treatment protocols.
Conclusion
. The machine-learning-based prediction model facilitates personalized treatment strategies and timely treatment adjustments for ISSNHL, thereby optimizing the likelihood of complete recovery.
2.Differences in deltamethrin resistance and kdr gene mutation in Culex tritaeniorhynchus population in and outside the Yellow Sea wetland
Xiao-er ZHANG ; Zhi-ming WU ; Ye TIAN ; Qian CUI ; Yu-qian JI ; Huan WANG ; Shu-juan YANG ; Yi-chao ZHAO ; Yu WANG ; Hua-yu YIN ; Yu DING ; Guo-jin YAN ; Min-sen ZHAO ; Shou-gang ZHANG ; Bing-dong SONG ; Hong-na CHEN ; Jian GAO ; Wei-fang YANG ; Yu-fu ZHANG ; Hui LIU ; Hong-liang CHU
Acta Parasitologica et Medica Entomologica Sinica 2026;33(2):101-107
Objective To gain insights into the biological characteristics of different populations of Culex tritaeniorhynchus within and around the Yellow Sea wetland from the perspective of the occurrence of resistance, we investigated the levels of resistance to deltamethrin and kdr gene mutation in the wetland and its peripheral areas. Methods Specimens were collected from Cx. tritaeniorhynchus populations at two monitoring sites in the Rare Bird National Nature Reserve and Tiaozi Ni Wetland Scenic Area, and also from two populations in Yancheng City and the Liuhe District of Nanjing, and the resistance of these mosquitoes to deltamethrin was determined using the CDC biotest bottle method. For each concentration of deltamethrin assessed, a random subset of exposed specimens was selected for amplification of the kdr gene fragment, followed by Sanger sequencing to identify and analyze resistance-associated mutations. Results The LC50 levels of deltamethrin among mosquitoes from the four populations in Luhe, Yancheng, the Rare Bird National Nature Reserve and the Tiaozi Ni Wetland Scenic Area were 2.048 5, 7.798 2, 3.473 3, and 17.695 5 mg/mL, respectively, with corresponding concentrations of deltamethrin ranging from 0.005 to 5.000,0.050 to 50.000,0.050 to 25.000 and 0.050 to 50.000 mg/mL, respectively. Furthermore, the ranges of the KT50 values were 11.76-107.43, 67.05-216.30,29.77-107.43 and 28.40-329.51 min; the 1-h knockdown rates were 34.58%-99.15%, 9.52%-43.80%, 55.09%-73.01%, and 10.09%-68.07%; and the 24-h mortality rates were 12.15%-67.52%,9.52%-79.56%,13.17%-82.21%, and 11.01%-78.99%, respectively. With respect to kdr gene mutation, we assayed a total of 63,70,59, and 57 mosquitoes for the four populations, for which we detected L1014F mutation frequencies of 14.29%, 35.00%, 20.34%, and 31.58%, respectively, with a majority of these mutations being heterozygous for resistance. In addition, five adult mosquitoes were identified has having synonymous mutations at site 1011[i. e. , AAT(asparagine)mutation to AAC(asparagine)]. Conclusions Our findings revealed the clear resistance of Cx. tritaeniorhynchus to deltamethrin in the Yancheng region of the Yellow Sea wetland, and the resistance phenotype and kdr frequency of Cx. tritaeniorhynchus in the wetland environment were comparable to those of Cx. tritaeniorhynchus in the wetland environment, thereby indicating that the resistance of different populations of Cx. tritaeniorhynchus was homogeneous under the pressure of different insecticide selection within and around the wetland. However, the underlying mechanisms need to be further studied.
3.Mechanism of Yiqi yangyin huazhuo tongluo formula in ameliorating diabetic kidney disease by regulating the gut microbiota-LPS/Caspase-11/GSDMD pathway
Zijun HOU ; Yingli LI ; Kelei GUO ; Yiyuan WANG ; Shiyu HUANG ; Lujia ZHANG ; Hua BIAN
China Pharmacy 2026;37(19):2536-2543
OBJECTIVE To explore the mechanism of Yiqi yangyin huazhuo tongluo formula in ameliorating diabetic kidney disease (DKD) based on the gut microbiota-lipopolysaccharide (LPS)/Caspase-11/gasdermin D (GSDMD) pathway.METHODS A DKD mouse model was established by high-fat and high-sugar diet combined with intraperitoneal injection of low-dose streptozotocin. The successfully modeled mice were randomly divided into model group, metformin group (positive control, 200 mg/kg) and Yiqi yangyin huazhuo tongluo formula group (32.4 g/kg, calculated as crude drug dosage), with 10 mice in each group; another 10 mice were set as the control group. Mice were intragastrically administered with corresponding drug solutions or normal saline once a day for 8 consecutive weeks. After the last administration, serum glycolipid metabolism indicators and urinary renal function indicators of mice were determined; the pathological and morphological changes of renal and colonic tissues were observed; LPS contents in renal tissues, colonic contents and serum were detected. 16S rRNA high-throughput sequencing was performed for gut microbiota analysis of colonic contents. The protein expressions of Occludin and zonula occludens-1 (ZO-1) in colonic tissues as well as Caspase-11 and GSDMD in renal tissues were detected.RESULTS Compared with the control group, the model group exhibited significantly elevated levels of serum fasting blood glucose, triglyceride, total cholesterol, serum creatinine, blood urea nitrogen and microalbumin, LPS contents in each sample, as well as protein expressions of Caspase-11 and GSDMD in renal tissues ( P <0.05). The protein expressions of ZO-1 and Occludin in colonic tissues, together with Chao1 and Ace indices of gut microbiota, were markedly decreased ( P <0.05), and the ratio of Firmicutes to Bacteroidetes was abnormally increased. Obvious histopathological changes were observed in renal and colonic tissues; the percentage of PAS-positive area in kidney was markedly increased ( P <0.05). Compared with the model group, the Yiqi yangyin huazhuo tongluo formula group showed remarkable reductions in glycolipid metabolism and renal function-related indicators(except total cholesterol), LPS contents in various samples, and renal protein expressions of Caspase-11 and GSDMD ( P <0.05). The protein expression level of ZO-1 in colonic tissues and the Ace index of gut microbiota were significantly increased ( P <0.05), and the relative abundance of beneficial genera including Bifidobacterium , Faecalibaculum and Akkermansia in the gut microbiota was elevated.CONCLUSIONS The mechanism by which Yiqi yangyin huazhuo tongluo formula ameliorates DKD may be related to reshaping gut microbiota, repairing intestinal mucosal barrier, reducing LPS translocation into blood, and further inhibiting Caspase-11/GSDMD-mediated pyroptosis in kidney.
4.Core Pathogenesis and Prevention and Treatment Strategies for Postoperative Recurrence of Triple-Negative Breast Cancer Based on the Spatiotemporal Evolution of Cancer Collaterals
Guanghui ZHANG ; Shaohua WANG ; Jinrong WANG ; Conghuang LI ; Shulin HE ; Baojin HUA ; Qiujun GUO
Journal of Traditional Chinese Medicine 2026;67(21):2292-2296
Based on cancer collateral theory, this paper proposes toxin-stasis accumulation in collaterals and yin deficiency with toxin hyperactivity as the core pathogenesis of postoperative recurrence of triple-negative breast cancer. Impaired qi transformation in collateral and depletion of yin interact, contributing to toxin-stasis binding, inadequate collateral nourishment, and unrestrained yang activity. The temporal dimension emphasizes yin deficiency with toxin hyperactivity and early reactivation of latent toxin; the spatial dimension emphasizes toxin-stasis accumulation and dissemination through collaterals. Treatment follows the principle of regulating qi and resolving collaterals. Before recurrence, emphasis is placed on nourishing collaterals to restrain latent toxin; after recurrence, on resolving binding while protecting collaterals. Herbal combinations are further tailored to disorders of qi, blood, and fluid collaterals and to the sites of dissemination, integrating treatment according to recurrence status and affected collateral systems. These theoretical propositions are intended to inform clinical reasoning and require clinical validation.
5.Expert consensus on prognostic evaluation of cochlear implantation in hereditary hearing loss.
Xinyu SHI ; Xianbao CAO ; Renjie CHAI ; Suijun CHEN ; Juan FENG ; Ningyu FENG ; Xia GAO ; Lulu GUO ; Yuhe LIU ; Ling LU ; Lingyun MEI ; Xiaoyun QIAN ; Dongdong REN ; Haibo SHI ; Duoduo TAO ; Qin WANG ; Zhaoyan WANG ; Shuo WANG ; Wei WANG ; Ming XIA ; Hao XIONG ; Baicheng XU ; Kai XU ; Lei XU ; Hua YANG ; Jun YANG ; Pingli YANG ; Wei YUAN ; Dingjun ZHA ; Chunming ZHANG ; Hongzheng ZHANG ; Juan ZHANG ; Tianhong ZHANG ; Wenqi ZUO ; Wenyan LI ; Yongyi YUAN ; Jie ZHANG ; Yu ZHAO ; Fang ZHENG ; Yu SUN
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(9):798-808
Hearing loss is the most prevalent disabling disease. Cochlear implantation(CI) serves as the primary intervention for severe to profound hearing loss. This consensus systematically explores the value of genetic diagnosis in the pre-operative assessment and efficacy prognosis for CI. Drawing upon domestic and international research and clinical experience, it proposes an evidence-based medicine three-tiered prognostic classification system(Favorable, Marginal, Poor). The consensus focuses on common hereditary non-syndromic hearing loss(such as that caused by mutations in genes like GJB2, SLC26A4, OTOF, LOXHD1) and syndromic hereditary hearing loss(such as Jervell & Lange-Nielsen syndrome and Waardenburg syndrome), which are closely associated with congenital hearing loss, analyzing the impact of their pathological mechanisms on CI outcomes. The consensus provides recommendations based on multiple round of expert discussion and voting. It emphasizes that genetic diagnosis can optimize patient selection, predict prognosis, guide post-operative rehabilitation, offer stratified management strategies for patients with different genotypes, and advance the application of precision medicine in the field of CI.
Humans
;
Cochlear Implantation
;
Prognosis
;
Hearing Loss/surgery*
;
Consensus
;
Connexin 26
;
Mutation
;
Sulfate Transporters
;
Connexins/genetics*
6.Graph Neural Networks and Multimodal DTI Features for Schizophrenia Classification: Insights from Brain Network Analysis and Gene Expression.
Jingjing GAO ; Heping TANG ; Zhengning WANG ; Yanling LI ; Na LUO ; Ming SONG ; Sangma XIE ; Weiyang SHI ; Hao YAN ; Lin LU ; Jun YAN ; Peng LI ; Yuqing SONG ; Jun CHEN ; Yunchun CHEN ; Huaning WANG ; Wenming LIU ; Zhigang LI ; Hua GUO ; Ping WAN ; Luxian LV ; Yongfeng YANG ; Huiling WANG ; Hongxing ZHANG ; Huawang WU ; Yuping NING ; Dai ZHANG ; Tianzi JIANG
Neuroscience Bulletin 2025;41(6):933-950
Schizophrenia (SZ) stands as a severe psychiatric disorder. This study applied diffusion tensor imaging (DTI) data in conjunction with graph neural networks to distinguish SZ patients from normal controls (NCs) and showcases the superior performance of a graph neural network integrating combined fractional anisotropy and fiber number brain network features, achieving an accuracy of 73.79% in distinguishing SZ patients from NCs. Beyond mere discrimination, our study delved deeper into the advantages of utilizing white matter brain network features for identifying SZ patients through interpretable model analysis and gene expression analysis. These analyses uncovered intricate interrelationships between brain imaging markers and genetic biomarkers, providing novel insights into the neuropathological basis of SZ. In summary, our findings underscore the potential of graph neural networks applied to multimodal DTI data for enhancing SZ detection through an integrated analysis of neuroimaging and genetic features.
Humans
;
Schizophrenia/pathology*
;
Diffusion Tensor Imaging/methods*
;
Male
;
Female
;
Adult
;
Brain/metabolism*
;
Young Adult
;
Middle Aged
;
White Matter/pathology*
;
Gene Expression
;
Nerve Net/diagnostic imaging*
;
Graph Neural Networks
7.Retraction Note: Fluoxetine is Neuroprotective in Early Brain Injury via its Anti-inflammatory and Anti-apoptotic Effects in a Rat Experimental Subarachnoid Hemorrhage Model.
Hui-Min HU ; Bin LI ; Xiao-Dong WANG ; Yun-Shan GUO ; Hua HUI ; Hai-Ping ZHANG ; Biao WANG ; Da-Geng HUANG ; Ding-Jun HAO
Neuroscience Bulletin 2025;41(11):2106-2106
8.CHAF1B promotes the progression of lung squamous-cell carcinoma by inhibiting SETD7 expression.
Zhuo ZHENG ; Yongfang LIN ; Hua GUO ; Zheng LIU ; Xiaoliang JIE ; Guizhen WANG ; Guangbiao ZHOU
Frontiers of Medicine 2025;19(2):318-328
The p60 subunit of the chromatin assembly factor-1 complex, that is, chromatin assembly factor-1 subunit B (CHAF1B), is a histone H3/H4 chaperone crucial for the transcriptional regulation of cell differentiation and self-renewal. CHAF1B is overexpressed in several cancers and may represent a potential target for cancer therapy. However, its expression and clinical significance in lung squamous-cell carcinoma (LUSC) remain unclear. In this study, we performed weighted gene correlation network analysis to analyze the Gene Expression Omnibus GSE68793 LUSC dataset and identified CHAF1B as one of the most important driver gene candidates. Immunohistochemical analysis of 126 LUSC tumor samples and 80 adjacent normal lung tissues showed the marked upregulation of CHAF1B in tumor tissues and the negative association of its expression level with patient survival outcomes. Silencing of CHAF1B suppressed LUSC proliferation in vitro and LUSC tumor growth in vivo. Furthermore, bulk RNA sequencing of CHAF1B knockdown cells indicated SET domain containing 7 (SETD7) as a significant CHAF1B target gene. In addition, CHAF1B competitively binds to the SETD7 promoter region and represses its transcription. Altogether, these results imply that CHAF1B plays a vital role in LUSC tumorigenesis and may represent a potential molecular target for this deadly disease.
Humans
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Lung Neoplasms/metabolism*
;
Histone-Lysine N-Methyltransferase/metabolism*
;
Carcinoma, Squamous Cell/metabolism*
;
Gene Expression Regulation, Neoplastic
;
Disease Progression
;
Cell Proliferation/genetics*
;
Cell Line, Tumor
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Chromatin Assembly Factor-1/metabolism*
;
Animals
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Mice
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Male
;
Female
9.Clinical analysis of veno-venous extracorporeal membrane oxygenation rescue in four cases of severe pulmonary contusion in children.
Zhangyan GUO ; Zhe LYU ; Yanqiang DU ; Hua ZHANG ; Yi WANG
Chinese Critical Care Medicine 2025;37(7):676-679
OBJECTIVE:
To analyze the clinical effectiveness of veno-venous extracorporeal membrane oxygenation (VV-ECMO) in rescuing children with severe pulmonary contusion.
METHODS:
A retrospective analysis was conducted on the clinical data of four children with severe pulmonary contusion who were treated with VV-ECMO in the pediatric intensive care unit of Xi'an Children's Hospital from April 2021 to December 2024. The general data, laboratory indicators within 24 hours after admission, imaging features, bronchoscopic findings, diagnostic and treatment processes, as well as therapeutic outcomes of the children were analyzed.
RESULTS:
All four pediatric cases were male, aged 4 years and 9 months, 6 years and 5 months, 8 years and 10 months, and 9 years and 7 months, respectively. One case resulted from a high-altitude fall and three from traffic accidents, all presenting with multiple fractures. All four cases progressed to dyspnea within 1-4 hours post-injury and received endotracheal intubation with invasive ventilator support within 2-5 hours. Three cases exhibited tachycardia upon admission and were treated with norepinephrine, all four cases presented with fine moist rales in the lungs. Imaging studies revealed diffuse exudative changes in all four cases. Bronchoscopy identified diffuse pulmonary hemorrhage, with one case additionally showing rupture of the right intermediate bronchus. Conventional mechanical ventilation failed to correct oxygenation in all cases, prompting initiation of VV-ECMO therapy within 8-22 hours post-injury. One case underwent right thoracic exploration under ECMO support. Following treatment, all four cases demonstrated gradual reduction in bloody airway secretions, resolution of pulmonary exudative changes on imaging, and absence of hemorrhage on bronchoscopy. They were successfully weaned off ECMO and ultimately discharged as cured.
CONCLUSIONS
Severe pulmonary contusion rapidly leads to respiratory distress, requiring ventilator-assisted ventilation within hours of injury. When conventional ventilator support is ineffective, ECMO can be life-saving, with timely intervention yielding favorable prognosis.
Humans
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Extracorporeal Membrane Oxygenation/methods*
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Male
;
Retrospective Studies
;
Child, Preschool
;
Child
;
Contusions/therapy*
;
Lung Injury/therapy*
;
Treatment Outcome
10.Re-Exploration for Dietary Iodine Intake in Chinese Adults using the Obligatory Iodine Loss Hypothesis.
Xiao Bing LIU ; Jun WANG ; Ya Jie LI ; Hong Xing TAN ; De Qian MAO ; Yan Yan LIU ; Wei Dong LI ; Wei YU ; Jun An YAN ; Jian Hua PIAO ; Chong Zheng GUO ; Xiao Li LIU ; Xiao Guang YANG
Biomedical and Environmental Sciences 2025;38(8):952-960
OBJECTIVE:
This study aimed to reexplore minimum iodine excretion and to build a dietary iodine recommendation for Chinese adults using the obligatory iodine loss hypothesis.
METHODS:
Data from 171 Chinese adults (19-21 years old) were collected and analyzed based on three balance studies in Shenzhen, Yinchuan, and Changzhi. The single exponential equation was accordingly used to simulate the trajectory of 24 h urinary iodine excretion as the low iodine experimental diets offered (iodine intake: 11-26 μg/day) and to further deduce the dietary reference intakes (DRIs) for iodine, including estimated average requirement (EAR) and recommended nutrient intake (RNI).
RESULTS:
The minimum iodine excretion was estimated as 57, 58, and 51 μg/day in three balance studies, respectively. Moreover, it was further suggested as 57, 58, and 51 μg/day for iodine EAR, and 80, 81, and 71 μg/day for iodine RNI or expressed as 1.42, 1.41, and 1.20 μg/(day·kg) of body weight.
CONCLUSION
The iodine DRIs for Chinese adults were established based on the obligatory iodine loss hypothesis, which provides scientific support for the amendment of nutrient requirements.
Humans
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Iodine/administration & dosage*
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Male
;
Female
;
China
;
Young Adult
;
Diet
;
Adult
;
Nutritional Requirements
;
East Asian People


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